bert-base-multilingual-cased-iob2-20240815215942

This model is a fine-tuned version of bert-base-multilingual-cased on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.2405
Overall Strict Precision: 0.7727
Overall Strict Recall: 0.7268
Overall Strict F1: 0.7491
Overall Ent Type Precision: 0.8549
Overall Ent Type Recall: 0.8041
Overall Ent Type F1: 0.8288
Overall Partial Precision: 0.8269
Overall Partial Recall: 0.7777
Overall Partial F1: 0.8015
Overall Exact Precision: 0.7834
Overall Exact Recall: 0.7369
Overall Exact F1: 0.7594
Hotelemail Strict Precision: 0.1795
Hotelemail Strict Recall: 0.8773
Hotelemail Strict F1: 0.2980
Hotelemail Ent Type Precision: 0.1867
Hotelemail Ent Type Recall: 0.9127
Hotelemail Ent Type F1: 0.3100
Hotelemail Partial Precision: 0.1831
Hotelemail Partial Recall: 0.8953
Hotelemail Partial F1: 0.3041
Hotelemail Exact Precision: 0.1795
Hotelemail Exact Recall: 0.8775
Hotelemail Exact F1: 0.2980
Hotelzipcode Strict Precision: 0.1908
Hotelzipcode Strict Recall: 0.7108
Hotelzipcode Strict F1: 0.3009
Hotelzipcode Ent Type Precision: 0.2019
Hotelzipcode Ent Type Recall: 0.7519
Hotelzipcode Ent Type F1: 0.3183
Hotelzipcode Partial Precision: 0.1979
Hotelzipcode Partial Recall: 0.7373
Hotelzipcode Partial F1: 0.3121
Hotelzipcode Exact Precision: 0.1919
Hotelzipcode Exact Recall: 0.7147
Hotelzipcode Exact F1: 0.3025
Hoteladdress Strict Precision: 0.1356
Hoteladdress Strict Recall: 0.4731
Hoteladdress Strict F1: 0.2108
Hoteladdress Ent Type Precision: 0.1996
Hoteladdress Ent Type Recall: 0.6961
Hoteladdress Ent Type F1: 0.3102
Hoteladdress Partial Precision: 0.1692
Hoteladdress Partial Recall: 0.5903
Hoteladdress Partial F1: 0.2630
Hoteladdress Exact Precision: 0.1360
Hoteladdress Exact Recall: 0.4743
Hoteladdress Exact F1: 0.2113
Hotelvatnumber Strict Precision: 0.1327
Hotelvatnumber Strict Recall: 0.6715
Hotelvatnumber Strict F1: 0.2216
Hotelvatnumber Ent Type Precision: 0.1421
Hotelvatnumber Ent Type Recall: 0.7193
Hotelvatnumber Ent Type F1: 0.2374
Hotelvatnumber Partial Precision: 0.1477
Hotelvatnumber Partial Recall: 0.7475
Hotelvatnumber Partial F1: 0.2467
Hotelvatnumber Exact Precision: 0.1420
Hotelvatnumber Exact Recall: 0.7188
Hotelvatnumber Exact F1: 0.2372
Netamount Strict Precision: 0.0969
Netamount Strict Recall: 0.7076
Netamount Strict F1: 0.1704
Netamount Ent Type Precision: 0.1099
Netamount Ent Type Recall: 0.8032
Netamount Ent Type F1: 0.1934
Netamount Partial Precision: 0.1057
Netamount Partial Recall: 0.7721
Netamount Partial F1: 0.1859
Netamount Exact Precision: 0.0988
Netamount Exact Recall: 0.7217
Netamount Exact F1: 0.1738
Companyname Strict Precision: 0.1949
Companyname Strict Recall: 0.7150
Companyname Strict F1: 0.3063
Companyname Ent Type Precision: 0.2391
Companyname Ent Type Recall: 0.8774
Companyname Ent Type F1: 0.3758
Companyname Partial Precision: 0.2194
Companyname Partial Recall: 0.8052
Companyname Partial F1: 0.3449
Companyname Exact Precision: 0.1961
Companyname Exact Recall: 0.7196
Companyname Exact F1: 0.3082
Reservationnumber Strict Precision: 0.0332
Reservationnumber Strict Recall: 0.5298
Reservationnumber Strict F1: 0.0625
Reservationnumber Ent Type Precision: 0.0345
Reservationnumber Ent Type Recall: 0.5501
Reservationnumber Ent Type F1: 0.0649
Reservationnumber Partial Precision: 0.0408
Reservationnumber Partial Recall: 0.6505
Reservationnumber Partial F1: 0.0767
Reservationnumber Exact Precision: 0.0393
Reservationnumber Exact Recall: 0.6280
Reservationnumber Exact F1: 0.0741
Roomno Strict Precision: 0.2496
Roomno Strict Recall: 0.8300
Roomno Strict F1: 0.3838
Roomno Ent Type Precision: 0.2510
Roomno Ent Type Recall: 0.8346
Roomno Ent Type F1: 0.3859
Roomno Partial Precision: 0.2532
Roomno Partial Recall: 0.8420
Roomno Partial F1: 0.3893
Roomno Exact Precision: 0.2523
Roomno Exact Recall: 0.8390
Roomno Exact F1: 0.3879
Invoicenumber Strict Precision: 0.2227
Invoicenumber Strict Recall: 0.8509
Invoicenumber Strict F1: 0.3530
Invoicenumber Ent Type Precision: 0.2369
Invoicenumber Ent Type Recall: 0.9054
Invoicenumber Ent Type F1: 0.3756
Invoicenumber Partial Precision: 0.2321
Invoicenumber Partial Recall: 0.8869
Invoicenumber Partial F1: 0.3679
Invoicenumber Exact Precision: 0.2248
Invoicenumber Exact Recall: 0.8591
Invoicenumber Exact F1: 0.3564
Taxamount Strict Precision: 0.0859
Taxamount Strict Recall: 0.7570
Taxamount Strict F1: 0.1543
Taxamount Ent Type Precision: 0.0968
Taxamount Ent Type Recall: 0.8531
Taxamount Ent Type F1: 0.1739
Taxamount Partial Precision: 0.0920
Taxamount Partial Recall: 0.8110
Taxamount Partial F1: 0.1653
Taxamount Exact Precision: 0.0864
Taxamount Exact Recall: 0.7610
Taxamount Exact F1: 0.1551
Hotelfaxnumber Strict Precision: 0.1257
Hotelfaxnumber Strict Recall: 0.7969
Hotelfaxnumber Strict F1: 0.2172
Hotelfaxnumber Ent Type Precision: 0.1422
Hotelfaxnumber Ent Type Recall: 0.9013
Hotelfaxnumber Ent Type F1: 0.2456
Hotelfaxnumber Partial Precision: 0.1343
Hotelfaxnumber Partial Recall: 0.8514
Hotelfaxnumber Partial F1: 0.2320
Hotelfaxnumber Exact Precision: 0.1260
Hotelfaxnumber Exact Recall: 0.7989
Hotelfaxnumber Exact F1: 0.2177
Hotelbankaccount Strict Precision: 0.0
Hotelbankaccount Strict Recall: 0.0
Hotelbankaccount Strict F1: 0
Hotelbankaccount Ent Type Precision: 0.0
Hotelbankaccount Ent Type Recall: 0.0
Hotelbankaccount Ent Type F1: 0
Hotelbankaccount Partial Precision: 0.0
Hotelbankaccount Partial Recall: 0.0
Hotelbankaccount Partial F1: 0
Hotelbankaccount Exact Precision: 0.0
Hotelbankaccount Exact Recall: 0.0
Hotelbankaccount Exact F1: 0
Hotelcountry Strict Precision: 0.0541
Hotelcountry Strict Recall: 0.7433
Hotelcountry Strict F1: 0.1008
Hotelcountry Ent Type Precision: 0.0550
Hotelcountry Ent Type Recall: 0.7564
Hotelcountry Ent Type F1: 0.1026
Hotelcountry Partial Precision: 0.0559
Hotelcountry Partial Recall: 0.7687
Hotelcountry Partial F1: 0.1042
Hotelcountry Exact Precision: 0.0554
Hotelcountry Exact Recall: 0.7614
Hotelcountry Exact F1: 0.1032
Companyzipcode Strict Precision: 0.2389
Companyzipcode Strict Recall: 0.9170
Companyzipcode Strict F1: 0.3790
Companyzipcode Ent Type Precision: 0.2446
Companyzipcode Ent Type Recall: 0.9390
Companyzipcode Ent Type F1: 0.3882
Companyzipcode Partial Precision: 0.2441
Companyzipcode Partial Recall: 0.9368
Companyzipcode Partial F1: 0.3872
Companyzipcode Exact Precision: 0.2404
Companyzipcode Exact Recall: 0.9228
Companyzipcode Exact F1: 0.3815
Checkout Strict Precision: 0.2566
Checkout Strict Recall: 0.8969
Checkout Strict F1: 0.3990
Checkout Ent Type Precision: 0.2605
Checkout Ent Type Recall: 0.9107
Checkout Ent Type F1: 0.4051
Checkout Partial Precision: 0.2601
Checkout Partial Recall: 0.9092
Checkout Partial F1: 0.4045
Checkout Exact Precision: 0.2580
Checkout Exact Recall: 0.9019
Checkout Exact F1: 0.4012
Externalreservationnumber Strict Precision: 0.0053
Externalreservationnumber Strict Recall: 0.3301
Externalreservationnumber Strict F1: 0.0104
Externalreservationnumber Ent Type Precision: 0.0065
Externalreservationnumber Ent Type Recall: 0.4039
Externalreservationnumber Ent Type F1: 0.0127
Externalreservationnumber Partial Precision: 0.0096
Externalreservationnumber Partial Recall: 0.5968
Externalreservationnumber Partial F1: 0.0188
Externalreservationnumber Exact Precision: 0.0086
Externalreservationnumber Exact Recall: 0.5348
Externalreservationnumber Exact F1: 0.0169
Travellername Strict Precision: 0.1794
Travellername Strict Recall: 0.5593
Travellername Strict F1: 0.2717
Travellername Ent Type Precision: 0.2417
Travellername Ent Type Recall: 0.7536
Travellername Ent Type F1: 0.3661
Travellername Partial Precision: 0.2120
Travellername Partial Recall: 0.6610
Travellername Partial F1: 0.3211
Travellername Exact Precision: 0.1804
Travellername Exact Recall: 0.5624
Travellername Exact F1: 0.2732
Invoicedate Strict Precision: 0.2369
Invoicedate Strict Recall: 0.9110
Invoicedate Strict F1: 0.3760
Invoicedate Ent Type Precision: 0.2427
Invoicedate Ent Type Recall: 0.9334
Invoicedate Ent Type F1: 0.3852
Invoicedate Partial Precision: 0.2418
Invoicedate Partial Recall: 0.9299
Invoicedate Partial F1: 0.3838
Invoicedate Exact Precision: 0.2388
Invoicedate Exact Recall: 0.9185
Invoicedate Exact F1: 0.3791
Companyaddress Strict Precision: 0.2066
Companyaddress Strict Recall: 0.7693
Companyaddress Strict F1: 0.3257
Companyaddress Ent Type Precision: 0.2441
Companyaddress Ent Type Recall: 0.9091
Companyaddress Ent Type F1: 0.3848
Companyaddress Partial Precision: 0.2279
Companyaddress Partial Recall: 0.8487
Companyaddress Partial F1: 0.3593
Companyaddress Exact Precision: 0.2079
Companyaddress Exact Recall: 0.7744
Companyaddress Exact F1: 0.3278
Checkin Strict Precision: 0.2584
Checkin Strict Recall: 0.9047
Checkin Strict F1: 0.4020
Checkin Ent Type Precision: 0.2640
Checkin Ent Type Recall: 0.9243
Checkin Ent Type F1: 0.4107
Checkin Partial Precision: 0.2635
Checkin Partial Recall: 0.9227
Checkin Partial F1: 0.4100
Checkin Exact Precision: 0.2602
Checkin Exact Recall: 0.9111
Checkin Exact F1: 0.4048
Grossamount Strict Precision: 0.1690
Grossamount Strict Recall: 0.6567
Grossamount Strict F1: 0.2688
Grossamount Ent Type Precision: 0.1860
Grossamount Ent Type Recall: 0.7230
Grossamount Ent Type F1: 0.2959
Grossamount Partial Precision: 0.1799
Grossamount Partial Recall: 0.6992
Grossamount Partial F1: 0.2862
Grossamount Exact Precision: 0.1711
Grossamount Exact Recall: 0.6648
Grossamount Exact F1: 0.2721
Pagenumber Strict Precision: 0.1343
Pagenumber Strict Recall: 0.8347
Pagenumber Strict F1: 0.2313
Pagenumber Ent Type Precision: 0.1353
Pagenumber Ent Type Recall: 0.8407
Pagenumber Ent Type F1: 0.2330
Pagenumber Partial Precision: 0.1349
Pagenumber Partial Recall: 0.8386
Pagenumber Partial F1: 0.2324
Pagenumber Exact Precision: 0.1344
Pagenumber Exact Recall: 0.8355
Pagenumber Exact F1: 0.2316
Hotelphonenumber Strict Precision: 0.1715
Hotelphonenumber Strict Recall: 0.7708
Hotelphonenumber Strict F1: 0.2806
Hotelphonenumber Ent Type Precision: 0.2027
Hotelphonenumber Ent Type Recall: 0.9114
Hotelphonenumber Ent Type F1: 0.3317
Hotelphonenumber Partial Precision: 0.1874
Hotelphonenumber Partial Recall: 0.8425
Hotelphonenumber Partial F1: 0.3067
Hotelphonenumber Exact Precision: 0.1718
Hotelphonenumber Exact Recall: 0.7721
Hotelphonenumber Exact F1: 0.2810
Companycountry Strict Precision: 0.1555
Companycountry Strict Recall: 0.8746
Companycountry Strict F1: 0.2641
Companycountry Ent Type Precision: 0.1568
Companycountry Ent Type Recall: 0.8820
Companycountry Ent Type F1: 0.2663
Companycountry Partial Precision: 0.1601
Companycountry Partial Recall: 0.9000
Companycountry Partial F1: 0.2718
Companycountry Exact Precision: 0.1592
Companycountry Exact Recall: 0.8955
Companycountry Exact F1: 0.2704
Companycity Strict Precision: 0.2222
Companycity Strict Recall: 0.8408
Companycity Strict F1: 0.3515
Companycity Ent Type Precision: 0.2379
Companycity Ent Type Recall: 0.9005
Companycity Ent Type F1: 0.3764
Companycity Partial Precision: 0.2349
Companycity Partial Recall: 0.8889
Companycity Partial F1: 0.3716
Companycity Exact Precision: 0.2261
Companycity Exact Recall: 0.8558
Companycity Exact F1: 0.3577
Cardtype Strict Precision: 0.0505
Cardtype Strict Recall: 0.5136
Cardtype Strict F1: 0.0919
Cardtype Ent Type Precision: 0.0572
Cardtype Ent Type Recall: 0.5819
Cardtype Ent Type F1: 0.1041
Cardtype Partial Precision: 0.0539
Cardtype Partial Recall: 0.5482
Cardtype Partial F1: 0.0981
Cardtype Exact Precision: 0.0505
Cardtype Exact Recall: 0.5141
Cardtype Exact F1: 0.0920
Bookingnumber Strict Precision: 0.0333
Bookingnumber Strict Recall: 0.4955
Bookingnumber Strict F1: 0.0625
Bookingnumber Ent Type Precision: 0.0389
Bookingnumber Ent Type Recall: 0.5783
Bookingnumber Ent Type F1: 0.0729
Bookingnumber Partial Precision: 0.0432
Bookingnumber Partial Recall: 0.6419
Bookingnumber Partial F1: 0.0809
Bookingnumber Exact Precision: 0.0398
Bookingnumber Exact Recall: 0.5923
Bookingnumber Exact F1: 0.0747
Documenttype Strict Precision: 0.2046
Documenttype Strict Recall: 0.7665
Documenttype Strict F1: 0.3229
Documenttype Ent Type Precision: 0.2223
Documenttype Ent Type Recall: 0.8330
Documenttype Ent Type F1: 0.3510
Documenttype Partial Precision: 0.2138
Documenttype Partial Recall: 0.8009
Documenttype Partial F1: 0.3375
Documenttype Exact Precision: 0.2048
Documenttype Exact Recall: 0.7672
Documenttype Exact F1: 0.3233
Cardnumber Strict Precision: 0.0084
Cardnumber Strict Recall: 0.3752
Cardnumber Strict F1: 0.0165
Cardnumber Ent Type Precision: 0.0111
Cardnumber Ent Type Recall: 0.4950
Cardnumber Ent Type F1: 0.0218
Cardnumber Partial Precision: 0.0099
Cardnumber Partial Recall: 0.4411
Cardnumber Partial F1: 0.0194
Cardnumber Exact Precision: 0.0085
Cardnumber Exact Recall: 0.3792
Cardnumber Exact F1: 0.0167
Hoteltaxcode Strict Precision: 0.0404
Hoteltaxcode Strict Recall: 0.5059
Hoteltaxcode Strict F1: 0.0749
Hoteltaxcode Ent Type Precision: 0.0423
Hoteltaxcode Ent Type Recall: 0.5290
Hoteltaxcode Ent Type F1: 0.0783
Hoteltaxcode Partial Precision: 0.0463
Hoteltaxcode Partial Recall: 0.5796
Hoteltaxcode Partial F1: 0.0858
Hoteltaxcode Exact Precision: 0.0451
Hoteltaxcode Exact Recall: 0.5642
Hoteltaxcode Exact F1: 0.0835
Companyvatnumber Strict Precision: 0.0581
Companyvatnumber Strict Recall: 0.6428
Companyvatnumber Strict F1: 0.1066
Companyvatnumber Ent Type Precision: 0.0627
Companyvatnumber Ent Type Recall: 0.6933
Companyvatnumber Ent Type F1: 0.1149
Companyvatnumber Partial Precision: 0.0669
Companyvatnumber Partial Recall: 0.7404
Companyvatnumber Partial F1: 0.1227
Companyvatnumber Exact Precision: 0.0642
Companyvatnumber Exact Recall: 0.7100
Companyvatnumber Exact F1: 0.1177
Currencycode Strict Precision: 0.1015
Currencycode Strict Recall: 0.4981
Currencycode Strict F1: 0.1686
Currencycode Ent Type Precision: 0.1019
Currencycode Ent Type Recall: 0.5002
Currencycode Ent Type F1: 0.1693
Currencycode Partial Precision: 0.1018
Currencycode Partial Recall: 0.4996
Currencycode Partial F1: 0.1691
Currencycode Exact Precision: 0.1016
Currencycode Exact Recall: 0.4985
Currencycode Exact F1: 0.1688
Hotelname Strict Precision: 0.1076
Hotelname Strict Recall: 0.3300
Hotelname Strict F1: 0.1623
Hotelname Ent Type Precision: 0.1732
Hotelname Ent Type Recall: 0.5312
Hotelname Ent Type F1: 0.2613
Hotelname Partial Precision: 0.1419
Hotelname Partial Recall: 0.4350
Hotelname Partial F1: 0.2139
Hotelname Exact Precision: 0.1079
Hotelname Exact Recall: 0.3309
Hotelname Exact F1: 0.1627
Hotelcity Strict Precision: 0.1802
Hotelcity Strict Recall: 0.6530
Hotelcity Strict F1: 0.2825
Hotelcity Ent Type Precision: 0.1970
Hotelcity Ent Type Recall: 0.7140
Hotelcity Ent Type F1: 0.3088
Hotelcity Partial Precision: 0.1924
Hotelcity Partial Recall: 0.6973
Hotelcity Partial F1: 0.3016
Hotelcity Exact Precision: 0.1830
Hotelcity Exact Recall: 0.6633
Hotelcity Exact F1: 0.2869

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 2e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 16
total_train_batch_size: 128
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.0625
num_epochs: 8

Training results

Training Loss	Epoch	Step	Validation Loss	Overall Strict Precision	Overall Strict Recall	Overall Strict F1	Overall Ent Type Precision	Overall Ent Type Recall	Overall Ent Type F1	Overall Partial Precision	Overall Partial Recall	Overall Partial F1	Overall Exact Precision	Overall Exact Recall	Overall Exact F1	Hotelemail Strict Precision	Hotelemail Strict Recall	Hotelemail Strict F1	Hotelemail Ent Type Precision	Hotelemail Ent Type Recall	Hotelemail Ent Type F1	Hotelemail Partial Precision	Hotelemail Partial Recall	Hotelemail Partial F1	Hotelemail Exact Precision	Hotelemail Exact Recall	Hotelemail Exact F1	Hotelzipcode Strict Precision	Hotelzipcode Strict Recall	Hotelzipcode Strict F1	Hotelzipcode Ent Type Precision	Hotelzipcode Ent Type Recall	Hotelzipcode Ent Type F1	Hotelzipcode Partial Precision	Hotelzipcode Partial Recall	Hotelzipcode Partial F1	Hotelzipcode Exact Precision	Hotelzipcode Exact Recall	Hotelzipcode Exact F1	Hoteladdress Strict Precision	Hoteladdress Strict Recall	Hoteladdress Strict F1	Hoteladdress Ent Type Precision	Hoteladdress Ent Type Recall	Hoteladdress Ent Type F1	Hoteladdress Partial Precision	Hoteladdress Partial Recall	Hoteladdress Partial F1	Hoteladdress Exact Precision	Hoteladdress Exact Recall	Hoteladdress Exact F1	Hotelvatnumber Strict Precision	Hotelvatnumber Strict Recall	Hotelvatnumber Strict F1	Hotelvatnumber Ent Type Precision	Hotelvatnumber Ent Type Recall	Hotelvatnumber Ent Type F1	Hotelvatnumber Partial Precision	Hotelvatnumber Partial Recall	Hotelvatnumber Partial F1	Hotelvatnumber Exact Precision	Hotelvatnumber Exact Recall	Hotelvatnumber Exact F1	Netamount Strict Precision	Netamount Strict Recall	Netamount Strict F1	Netamount Ent Type Precision	Netamount Ent Type Recall	Netamount Ent Type F1	Netamount Partial Precision	Netamount Partial Recall	Netamount Partial F1	Netamount Exact Precision	Netamount Exact Recall	Netamount Exact F1	Companyname Strict Precision	Companyname Strict Recall	Companyname Strict F1	Companyname Ent Type Precision	Companyname Ent Type Recall	Companyname Ent Type F1	Companyname Partial Precision	Companyname Partial Recall	Companyname Partial F1	Companyname Exact Precision	Companyname Exact Recall	Companyname Exact F1	Reservationnumber Strict Precision	Reservationnumber Strict Recall	Reservationnumber Strict F1	Reservationnumber Ent Type Precision	Reservationnumber Ent Type Recall	Reservationnumber Ent Type F1	Reservationnumber Partial Precision	Reservationnumber Partial Recall	Reservationnumber Partial F1	Reservationnumber Exact Precision	Reservationnumber Exact Recall	Reservationnumber Exact F1	Roomno Strict Precision	Roomno Strict Recall	Roomno Strict F1	Roomno Ent Type Precision	Roomno Ent Type Recall	Roomno Ent Type F1	Roomno Partial Precision	Roomno Partial Recall	Roomno Partial F1	Roomno Exact Precision	Roomno Exact Recall	Roomno Exact F1	Invoicenumber Strict Precision	Invoicenumber Strict Recall	Invoicenumber Strict F1	Invoicenumber Ent Type Precision	Invoicenumber Ent Type Recall	Invoicenumber Ent Type F1	Invoicenumber Partial Precision	Invoicenumber Partial Recall	Invoicenumber Partial F1	Invoicenumber Exact Precision	Invoicenumber Exact Recall	Invoicenumber Exact F1	Taxamount Strict Precision	Taxamount Strict Recall	Taxamount Strict F1	Taxamount Ent Type Precision	Taxamount Ent Type Recall	Taxamount Ent Type F1	Taxamount Partial Precision	Taxamount Partial Recall	Taxamount Partial F1	Taxamount Exact Precision	Taxamount Exact Recall	Taxamount Exact F1	Hotelfaxnumber Strict Precision	Hotelfaxnumber Strict Recall	Hotelfaxnumber Strict F1	Hotelfaxnumber Ent Type Precision	Hotelfaxnumber Ent Type Recall	Hotelfaxnumber Ent Type F1	Hotelfaxnumber Partial Precision	Hotelfaxnumber Partial Recall	Hotelfaxnumber Partial F1	Hotelfaxnumber Exact Precision	Hotelfaxnumber Exact Recall	Hotelfaxnumber Exact F1	Hotelbankaccount Strict Recall	Hotelbankaccount Ent Type Recall	Hotelbankaccount Partial Recall	Hotelbankaccount Exact Recall	Hotelcountry Strict Precision	Hotelcountry Strict Recall	Hotelcountry Strict F1	Hotelcountry Ent Type Precision	Hotelcountry Ent Type Recall	Hotelcountry Ent Type F1	Hotelcountry Partial Precision	Hotelcountry Partial Recall	Hotelcountry Partial F1	Hotelcountry Exact Precision	Hotelcountry Exact Recall	Hotelcountry Exact F1	Companyzipcode Strict Precision	Companyzipcode Strict Recall	Companyzipcode Strict F1	Companyzipcode Ent Type Precision	Companyzipcode Ent Type Recall	Companyzipcode Ent Type F1	Companyzipcode Partial Precision	Companyzipcode Partial Recall	Companyzipcode Partial F1	Companyzipcode Exact Precision	Companyzipcode Exact Recall	Companyzipcode Exact F1	Checkout Strict Precision	Checkout Strict Recall	Checkout Strict F1	Checkout Ent Type Precision	Checkout Ent Type Recall	Checkout Ent Type F1	Checkout Partial Precision	Checkout Partial Recall	Checkout Partial F1	Checkout Exact Precision	Checkout Exact Recall	Checkout Exact F1	Externalreservationnumber Strict Precision	Externalreservationnumber Strict Recall	Externalreservationnumber Strict F1	Externalreservationnumber Ent Type Precision	Externalreservationnumber Ent Type Recall	Externalreservationnumber Ent Type F1	Externalreservationnumber Partial Precision	Externalreservationnumber Partial Recall	Externalreservationnumber Partial F1	Externalreservationnumber Exact Precision	Externalreservationnumber Exact Recall	Externalreservationnumber Exact F1	Travellername Strict Precision	Travellername Strict Recall	Travellername Strict F1	Travellername Ent Type Precision	Travellername Ent Type Recall	Travellername Ent Type F1	Travellername Partial Precision	Travellername Partial Recall	Travellername Partial F1	Travellername Exact Precision	Travellername Exact Recall	Travellername Exact F1	Invoicedate Strict Precision	Invoicedate Strict Recall	Invoicedate Strict F1	Invoicedate Ent Type Precision	Invoicedate Ent Type Recall	Invoicedate Ent Type F1	Invoicedate Partial Precision	Invoicedate Partial Recall	Invoicedate Partial F1	Invoicedate Exact Precision	Invoicedate Exact Recall	Invoicedate Exact F1	Companyaddress Strict Precision	Companyaddress Strict Recall	Companyaddress Strict F1	Companyaddress Ent Type Precision	Companyaddress Ent Type Recall	Companyaddress Ent Type F1	Companyaddress Partial Precision	Companyaddress Partial Recall	Companyaddress Partial F1	Companyaddress Exact Precision	Companyaddress Exact Recall	Companyaddress Exact F1	Checkin Strict Precision	Checkin Strict Recall	Checkin Strict F1	Checkin Ent Type Precision	Checkin Ent Type Recall	Checkin Ent Type F1	Checkin Partial Precision	Checkin Partial Recall	Checkin Partial F1	Checkin Exact Precision	Checkin Exact Recall	Checkin Exact F1	Grossamount Strict Precision	Grossamount Strict Recall	Grossamount Strict F1	Grossamount Ent Type Precision	Grossamount Ent Type Recall	Grossamount Ent Type F1	Grossamount Partial Precision	Grossamount Partial Recall	Grossamount Partial F1	Grossamount Exact Precision	Grossamount Exact Recall	Grossamount Exact F1	Pagenumber Strict Precision	Pagenumber Strict Recall	Pagenumber Strict F1	Pagenumber Ent Type Precision	Pagenumber Ent Type Recall	Pagenumber Ent Type F1	Pagenumber Partial Precision	Pagenumber Partial Recall	Pagenumber Partial F1	Pagenumber Exact Precision	Pagenumber Exact Recall	Pagenumber Exact F1	Hotelphonenumber Strict Precision	Hotelphonenumber Strict Recall	Hotelphonenumber Strict F1	Hotelphonenumber Ent Type Precision	Hotelphonenumber Ent Type Recall	Hotelphonenumber Ent Type F1	Hotelphonenumber Partial Precision	Hotelphonenumber Partial Recall	Hotelphonenumber Partial F1	Hotelphonenumber Exact Precision	Hotelphonenumber Exact Recall	Hotelphonenumber Exact F1	Companycountry Strict Precision	Companycountry Strict Recall	Companycountry Strict F1	Companycountry Ent Type Precision	Companycountry Ent Type Recall	Companycountry Ent Type F1	Companycountry Partial Precision	Companycountry Partial Recall	Companycountry Partial F1	Companycountry Exact Precision	Companycountry Exact Recall	Companycountry Exact F1	Companycity Strict Precision	Companycity Strict Recall	Companycity Strict F1	Companycity Ent Type Precision	Companycity Ent Type Recall	Companycity Ent Type F1	Companycity Partial Precision	Companycity Partial Recall	Companycity Partial F1	Companycity Exact Precision	Companycity Exact Recall	Companycity Exact F1	Cardtype Strict Precision	Cardtype Strict Recall	Cardtype Strict F1	Cardtype Ent Type Precision	Cardtype Ent Type Recall	Cardtype Ent Type F1	Cardtype Partial Precision	Cardtype Partial Recall	Cardtype Partial F1	Cardtype Exact Precision	Cardtype Exact Recall	Cardtype Exact F1	Bookingnumber Strict Precision	Bookingnumber Strict Recall	Bookingnumber Strict F1	Bookingnumber Ent Type Precision	Bookingnumber Ent Type Recall	Bookingnumber Ent Type F1	Bookingnumber Partial Precision	Bookingnumber Partial Recall	Bookingnumber Partial F1	Bookingnumber Exact Precision	Bookingnumber Exact Recall	Bookingnumber Exact F1	Documenttype Strict Precision	Documenttype Strict Recall	Documenttype Strict F1	Documenttype Ent Type Precision	Documenttype Ent Type Recall	Documenttype Ent Type F1	Documenttype Partial Precision	Documenttype Partial Recall	Documenttype Partial F1	Documenttype Exact Precision	Documenttype Exact Recall	Documenttype Exact F1	Cardnumber Strict Precision	Cardnumber Strict Recall	Cardnumber Strict F1	Cardnumber Ent Type Precision	Cardnumber Ent Type Recall	Cardnumber Ent Type F1	Cardnumber Partial Precision	Cardnumber Partial Recall	Cardnumber Partial F1	Cardnumber Exact Precision	Cardnumber Exact Recall	Cardnumber Exact F1	Hoteltaxcode Strict Precision	Hoteltaxcode Strict Recall	Hoteltaxcode Strict F1	Hoteltaxcode Ent Type Precision	Hoteltaxcode Ent Type Recall	Hoteltaxcode Ent Type F1	Hoteltaxcode Partial Precision	Hoteltaxcode Partial Recall	Hoteltaxcode Partial F1	Hoteltaxcode Exact Precision	Hoteltaxcode Exact Recall	Hoteltaxcode Exact F1	Companyvatnumber Strict Precision	Companyvatnumber Strict Recall	Companyvatnumber Strict F1	Companyvatnumber Ent Type Precision	Companyvatnumber Ent Type Recall	Companyvatnumber Ent Type F1	Companyvatnumber Partial Precision	Companyvatnumber Partial Recall	Companyvatnumber Partial F1	Companyvatnumber Exact Precision	Companyvatnumber Exact Recall	Companyvatnumber Exact F1	Currencycode Strict Precision	Currencycode Strict Recall	Currencycode Strict F1	Currencycode Ent Type Precision	Currencycode Ent Type Recall	Currencycode Ent Type F1	Currencycode Partial Precision	Currencycode Partial Recall	Currencycode Partial F1	Currencycode Exact Precision	Currencycode Exact Recall	Currencycode Exact F1	Hotelname Strict Precision	Hotelname Strict Recall	Hotelname Strict F1	Hotelname Ent Type Precision	Hotelname Ent Type Recall	Hotelname Ent Type F1	Hotelname Partial Precision	Hotelname Partial Recall	Hotelname Partial F1	Hotelname Exact Precision	Hotelname Exact Recall	Hotelname Exact F1	Hotelcity Strict Precision	Hotelcity Strict Recall	Hotelcity Strict F1	Hotelcity Ent Type Precision	Hotelcity Ent Type Recall	Hotelcity Ent Type F1	Hotelcity Partial Precision	Hotelcity Partial Recall	Hotelcity Partial F1	Hotelcity Exact Precision	Hotelcity Exact Recall	Hotelcity Exact F1
0.7771	0.9995	574	0.2103	0.7377	0.6858	0.7108	0.8356	0.7768	0.8051	0.8059	0.7492	0.7765	0.7530	0.7000	0.7255	0.1648	0.8369	0.2754	0.1739	0.8828	0.2905	0.1694	0.8602	0.2831	0.1649	0.8372	0.2755	0.1696	0.6802	0.2714	0.1826	0.7324	0.2923	0.1785	0.7163	0.2858	0.1714	0.6875	0.2744	0.1080	0.4098	0.1710	0.1804	0.6844	0.2855	0.1474	0.5592	0.2333	0.1094	0.4149	0.1731	0.1297	0.5807	0.2121	0.1419	0.6350	0.2319	0.1532	0.6855	0.2504	0.1454	0.6508	0.2377	0.0653	0.5231	0.1161	0.0810	0.6489	0.1440	0.0847	0.6789	0.1506	0.0749	0.6002	0.1332	0.1719	0.6663	0.2733	0.2210	0.8568	0.3514	0.1987	0.7702	0.3159	0.1730	0.6705	0.2750	0.0280	0.5052	0.0531	0.0307	0.5536	0.0582	0.0380	0.6848	0.0719	0.0357	0.6447	0.0677	0.2315	0.7651	0.3554	0.2330	0.7702	0.3578	0.2358	0.7794	0.3621	0.2348	0.7759	0.3605	0.2053	0.8079	0.3274	0.2237	0.8802	0.3567	0.2167	0.8528	0.3456	0.2074	0.8160	0.3307	0.0603	0.6057	0.1096	0.0727	0.7313	0.1323	0.0695	0.6986	0.1264	0.0623	0.6267	0.1134	0.1160	0.7942	0.2024	0.1309	0.8966	0.2285	0.1236	0.8463	0.2157	0.1160	0.7947	0.2025	0	0	0	0	0.0437	0.7020	0.0823	0.0450	0.7219	0.0847	0.0459	0.7365	0.0864	0.0452	0.7257	0.0851	0.2212	0.8865	0.3541	0.2288	0.9168	0.3661	0.2283	0.9151	0.3655	0.2235	0.8956	0.3577	0.2460	0.8725	0.3838	0.2516	0.8924	0.3925	0.2503	0.8878	0.3905	0.2473	0.8774	0.3859	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.1713	0.4976	0.2549	0.2379	0.6908	0.3539	0.2070	0.6010	0.3079	0.1728	0.5017	0.2570	0.2181	0.8608	0.3481	0.2272	0.8967	0.3626	0.2260	0.8919	0.3606	0.2210	0.8721	0.3526	0.1907	0.7401	0.3033	0.2279	0.8844	0.3624	0.2121	0.8230	0.3372	0.1923	0.7462	0.3058	0.2493	0.8811	0.3886	0.2556	0.9033	0.3984	0.2548	0.9005	0.3972	0.2511	0.8876	0.3915	0.1307	0.5378	0.2103	0.1554	0.6397	0.2501	0.1533	0.6308	0.2466	0.1388	0.5712	0.2233	0.1227	0.8240	0.2136	0.1239	0.8321	0.2157	0.1235	0.8295	0.2150	0.1229	0.8254	0.2140	0.1570	0.7462	0.2594	0.1878	0.8929	0.3104	0.1735	0.8249	0.2867	0.1580	0.7510	0.2610	0.1413	0.8248	0.2413	0.1431	0.8351	0.2443	0.1480	0.8637	0.2527	0.1465	0.8550	0.2501	0.2083	0.8079	0.3312	0.2219	0.8605	0.3528	0.2211	0.8576	0.3516	0.2133	0.8272	0.3391	0.0361	0.5110	0.0674	0.0417	0.5904	0.0779	0.0389	0.5513	0.0728	0.0361	0.5115	0.0675	0.0240	0.3704	0.0451	0.0359	0.5540	0.0675	0.0372	0.5742	0.0699	0.0287	0.4430	0.0539	0.1864	0.7266	0.2966	0.2049	0.7988	0.3261	0.1961	0.7644	0.3121	0.1865	0.7273	0.2969	0.0039	0.2146	0.0076	0.0099	0.5514	0.0195	0.0069	0.3847	0.0136	0.0039	0.2158	0.0076	0.0385	0.5678	0.0721	0.0415	0.6121	0.0778	0.0431	0.6359	0.0808	0.0415	0.6121	0.0778	0.0457	0.6304	0.0852	0.0526	0.7253	0.0980	0.0526	0.7261	0.0981	0.0488	0.6735	0.0910	0.0714	0.4827	0.1244	0.0716	0.4840	0.1247	0.0715	0.4839	0.1247	0.0715	0.4832	0.1245	0.0785	0.2908	0.1236	0.1433	0.5306	0.2256	0.1120	0.4148	0.1764	0.0786	0.2911	0.1238	0.1602	0.6059	0.2533	0.1804	0.6825	0.2854	0.1751	0.6625	0.2770	0.1636	0.6187	0.2587
0.1702	1.9989	1148	0.2124	0.7787	0.6954	0.7347	0.8678	0.7749	0.8187	0.8385	0.7488	0.7911	0.7908	0.7062	0.7461	0.1997	0.8486	0.3233	0.2081	0.8842	0.3369	0.2040	0.8669	0.3303	0.1998	0.8490	0.3235	0.2157	0.6861	0.3282	0.2283	0.7262	0.3474	0.2237	0.7115	0.3404	0.2166	0.6891	0.3296	0.1503	0.4597	0.2266	0.2235	0.6835	0.3369	0.1892	0.5785	0.2852	0.1510	0.4617	0.2276	0.1582	0.6235	0.2523	0.1709	0.6737	0.2726	0.1790	0.7058	0.2856	0.1711	0.6745	0.2730	0.1039	0.6019	0.1772	0.1199	0.6947	0.2045	0.1187	0.6876	0.2024	0.1095	0.6344	0.1868	0.2117	0.6901	0.3240	0.2631	0.8575	0.4026	0.2408	0.7848	0.3685	0.2132	0.6950	0.3263	0.0400	0.4930	0.0740	0.0423	0.5217	0.0783	0.0534	0.6581	0.0988	0.0515	0.6341	0.0952	0.2765	0.7939	0.4102	0.2782	0.7988	0.4127	0.2804	0.8049	0.4159	0.2792	0.8015	0.4141	0.2426	0.8240	0.3748	0.2644	0.8982	0.4086	0.2559	0.8690	0.3953	0.2448	0.8316	0.3783	0.0883	0.6031	0.1541	0.1079	0.7370	0.1883	0.1017	0.6943	0.1773	0.0910	0.6213	0.1587	0.1394	0.7944	0.2372	0.1586	0.9039	0.2699	0.1491	0.8495	0.2537	0.1395	0.7945	0.2373	0	0	0	0	0.0603	0.7137	0.1113	0.0617	0.7297	0.1138	0.0624	0.7375	0.1150	0.0615	0.7271	0.1134	0.2627	0.9008	0.4068	0.2702	0.9262	0.4183	0.2699	0.9255	0.4180	0.2650	0.9084	0.4103	0.2868	0.8897	0.4338	0.2923	0.9066	0.4421	0.2912	0.9031	0.4404	0.2883	0.8943	0.4361	0.0	0.0	0	0.0003	0.2	0.0006	0.0006	0.3667	0.0011	0.0	0.0	0	0.1983	0.5122	0.2860	0.2734	0.7061	0.3942	0.2380	0.6147	0.3431	0.1995	0.5152	0.2876	0.2615	0.8942	0.4046	0.2681	0.9170	0.4150	0.2679	0.9161	0.4146	0.2642	0.9036	0.4089	0.2277	0.7616	0.3506	0.2692	0.9003	0.4145	0.2518	0.8422	0.3877	0.2296	0.7681	0.3536	0.2903	0.8915	0.4380	0.2966	0.9107	0.4475	0.2961	0.9092	0.4467	0.2924	0.8978	0.4411	0.1877	0.5893	0.2848	0.2084	0.6541	0.3161	0.2040	0.6405	0.3095	0.1927	0.6048	0.2922	0.1499	0.8243	0.2536	0.1511	0.8312	0.2558	0.1507	0.8289	0.2551	0.1501	0.8252	0.2539	0.1888	0.7632	0.3028	0.2241	0.9059	0.3594	0.2068	0.8360	0.3316	0.1892	0.7646	0.3033	0.1735	0.8512	0.2882	0.1750	0.8589	0.2908	0.1792	0.8795	0.2978	0.1781	0.8743	0.2960	0.2471	0.8235	0.3802	0.2624	0.8746	0.4037	0.2606	0.8683	0.4008	0.2520	0.8397	0.3876	0.0617	0.4789	0.1093	0.0687	0.5331	0.1217	0.0653	0.5067	0.1157	0.0618	0.4795	0.1095	0.0328	0.4453	0.0610	0.0417	0.5660	0.0776	0.0445	0.6041	0.0828	0.0389	0.5288	0.0725	0.2262	0.7302	0.3454	0.2500	0.8070	0.3817	0.2385	0.7700	0.3642	0.2264	0.7310	0.3457	0.0108	0.3772	0.0210	0.0143	0.4973	0.0277	0.0126	0.4413	0.0246	0.0109	0.3807	0.0212	0.0495	0.5278	0.0904	0.0529	0.5647	0.0968	0.0555	0.5923	0.1015	0.0530	0.5655	0.0969	0.0639	0.6551	0.1165	0.0694	0.7115	0.1265	0.0725	0.7430	0.1321	0.0694	0.7110	0.1265	0.1081	0.4618	0.1752	0.1086	0.4640	0.1760	0.1085	0.4633	0.1758	0.1082	0.4621	0.1753	0.1287	0.3117	0.1822	0.2054	0.4975	0.2908	0.1689	0.4090	0.2390	0.1290	0.3125	0.1827	0.2045	0.6260	0.3083	0.2221	0.6798	0.3348	0.2176	0.6658	0.3280	0.2076	0.6353	0.3129
0.1351	2.9984	1722	0.2175	0.7785	0.7086	0.7419	0.8656	0.7879	0.8249	0.8360	0.7609	0.7967	0.7894	0.7185	0.7523	0.1938	0.8676	0.3168	0.2028	0.9080	0.3315	0.1983	0.8881	0.3243	0.1938	0.8679	0.3169	0.2094	0.6897	0.3213	0.2213	0.7288	0.3395	0.2172	0.7153	0.3332	0.2104	0.6930	0.3228	0.1471	0.4635	0.2233	0.2175	0.6854	0.3302	0.1840	0.5798	0.2793	0.1473	0.4643	0.2237	0.1479	0.6762	0.2427	0.1579	0.7221	0.2591	0.1615	0.7386	0.2650	0.1558	0.7128	0.2558	0.1017	0.6516	0.1760	0.1192	0.7632	0.2061	0.1140	0.7302	0.1972	0.1047	0.6706	0.1811	0.2095	0.7034	0.3228	0.2577	0.8652	0.3971	0.2367	0.7946	0.3647	0.2109	0.7080	0.3250	0.0383	0.4817	0.0710	0.0402	0.5052	0.0744	0.0496	0.6235	0.0918	0.0474	0.5967	0.0879	0.2780	0.8270	0.4161	0.2792	0.8308	0.4180	0.2814	0.8371	0.4212	0.2804	0.8342	0.4197	0.2442	0.8434	0.3788	0.2604	0.8992	0.4038	0.2548	0.8797	0.3951	0.2466	0.8515	0.3824	0.0884	0.6606	0.1559	0.1059	0.7916	0.1868	0.0987	0.7377	0.1741	0.0896	0.6696	0.1580	0.1352	0.7978	0.2312	0.1538	0.9077	0.2630	0.1445	0.8531	0.2472	0.1352	0.7980	0.2312	0	0	0	0	0.0600	0.7110	0.1107	0.0609	0.7212	0.1123	0.0624	0.7389	0.1150	0.0618	0.7320	0.1140	0.2571	0.9044	0.4004	0.2640	0.9286	0.4111	0.2637	0.9275	0.4106	0.2591	0.9115	0.4035	0.2763	0.8968	0.4225	0.2818	0.9145	0.4308	0.2803	0.9098	0.4286	0.2775	0.9006	0.4243	0.0010	0.0672	0.0020	0.0058	0.376	0.0114	0.0061	0.3976	0.0121	0.0018	0.1152	0.0035	0.1948	0.5274	0.2846	0.2689	0.7277	0.3927	0.2337	0.6325	0.3413	0.1959	0.5303	0.2861	0.2532	0.9035	0.3955	0.2604	0.9292	0.4068	0.2587	0.9232	0.4041	0.2545	0.9083	0.3976	0.2229	0.7634	0.3450	0.2632	0.9013	0.4074	0.2462	0.8431	0.3811	0.2246	0.7691	0.3476	0.2754	0.9041	0.4221	0.2821	0.9262	0.4324	0.2808	0.9220	0.4305	0.2770	0.9094	0.4246	0.1828	0.6243	0.2828	0.2032	0.6939	0.3144	0.1973	0.6737	0.3052	0.1863	0.6362	0.2882	0.1463	0.8207	0.2484	0.1476	0.8280	0.2506	0.1472	0.8256	0.2499	0.1465	0.8218	0.2487	0.1855	0.7690	0.2989	0.2197	0.9108	0.3540	0.2030	0.8415	0.3271	0.1858	0.7705	0.2994	0.1698	0.8530	0.2832	0.1710	0.8590	0.2852	0.1754	0.8815	0.2926	0.1745	0.8769	0.2911	0.2395	0.8312	0.3718	0.2564	0.8898	0.3981	0.2532	0.8788	0.3931	0.2438	0.8462	0.3785	0.0528	0.4812	0.0952	0.0600	0.5472	0.1082	0.0565	0.5148	0.1018	0.0529	0.4819	0.0953	0.0407	0.4756	0.0750	0.0485	0.5666	0.0893	0.0529	0.6186	0.0975	0.0481	0.5617	0.0886	0.2242	0.7494	0.3452	0.2454	0.8203	0.3778	0.2352	0.7862	0.3621	0.2245	0.7503	0.3456	0.0093	0.3650	0.0182	0.0126	0.4928	0.0246	0.0111	0.4328	0.0216	0.0094	0.3679	0.0184	0.0479	0.5255	0.0878	0.0501	0.5495	0.0918	0.0542	0.5951	0.0994	0.0526	0.5766	0.0963	0.0688	0.6193	0.1239	0.0737	0.6630	0.1326	0.0810	0.7287	0.1458	0.0775	0.6977	0.1396	0.1123	0.4728	0.1815	0.1131	0.4761	0.1828	0.1128	0.4748	0.1823	0.1124	0.4731	0.1816	0.1201	0.3213	0.1748	0.1902	0.5090	0.2769	0.1565	0.4190	0.2279	0.1203	0.3221	0.1752	0.1982	0.6259	0.3010	0.2169	0.6851	0.3295	0.2120	0.6694	0.3220	0.2013	0.6357	0.3057
0.1173	3.9996	2297	0.2189	0.7726	0.7215	0.7462	0.8574	0.8008	0.8281	0.8277	0.7730	0.7994	0.7829	0.7312	0.7562	0.1825	0.8635	0.3013	0.1898	0.8985	0.3135	0.1862	0.8814	0.3075	0.1825	0.8638	0.3013	0.1916	0.6947	0.3003	0.2032	0.7368	0.3185	0.1988	0.7211	0.3117	0.1925	0.6980	0.3017	0.1348	0.4727	0.2098	0.1983	0.6954	0.3086	0.1679	0.5888	0.2613	0.1351	0.4738	0.2102	0.1359	0.6671	0.2258	0.1466	0.7198	0.2436	0.1515	0.7436	0.2517	0.1449	0.7114	0.2408	0.0970	0.6948	0.1703	0.1103	0.7899	0.1936	0.1060	0.7593	0.1861	0.0990	0.7092	0.1738	0.1925	0.6989	0.3019	0.2413	0.8763	0.3785	0.2194	0.7967	0.3441	0.1937	0.7034	0.3038	0.0373	0.4691	0.0690	0.0387	0.4878	0.0718	0.0483	0.6084	0.0895	0.0466	0.5874	0.0864	0.2622	0.8091	0.3961	0.2642	0.8151	0.3991	0.2662	0.8212	0.4020	0.2649	0.8172	0.4001	0.2284	0.8425	0.3594	0.2439	0.8997	0.3838	0.2386	0.8801	0.3754	0.2307	0.8508	0.3629	0.0859	0.7485	0.1541	0.0975	0.8495	0.1749	0.0923	0.8041	0.1655	0.0862	0.7512	0.1547	0.1267	0.8021	0.2188	0.1437	0.9097	0.2482	0.1352	0.8561	0.2335	0.1267	0.8022	0.2188	0	0	0	0	0.0542	0.7417	0.1011	0.0552	0.7547	0.1029	0.0559	0.7643	0.1042	0.0553	0.7559	0.1030	0.2414	0.9107	0.3817	0.2479	0.9350	0.3918	0.2469	0.9314	0.3904	0.2428	0.9158	0.3838	0.2654	0.8828	0.4082	0.2698	0.8971	0.4148	0.2694	0.8959	0.4142	0.2671	0.8883	0.4107	0.0029	0.1966	0.0058	0.0060	0.4024	0.0118	0.0074	0.4985	0.0146	0.0048	0.3247	0.0095	0.1839	0.5371	0.2740	0.2532	0.7394	0.3772	0.2200	0.6424	0.3277	0.1849	0.5398	0.2754	0.2391	0.8981	0.3776	0.2464	0.9256	0.3892	0.2449	0.9199	0.3868	0.2411	0.9056	0.3808	0.2081	0.7705	0.3277	0.2469	0.9140	0.3887	0.2294	0.8493	0.3612	0.2090	0.7740	0.3292	0.2679	0.8958	0.4124	0.2729	0.9126	0.4202	0.2730	0.9129	0.4203	0.2700	0.9027	0.4156	0.1677	0.6503	0.2667	0.1859	0.7207	0.2955	0.1794	0.6955	0.2852	0.1700	0.6591	0.2703	0.1362	0.8277	0.2340	0.1373	0.8341	0.2358	0.1369	0.8319	0.2351	0.1364	0.8285	0.2342	0.1742	0.7714	0.2842	0.2060	0.9123	0.3361	0.1903	0.8429	0.3105	0.1743	0.7720	0.2844	0.1571	0.8710	0.2662	0.1586	0.8794	0.2687	0.1617	0.8966	0.2740	0.1608	0.8916	0.2725	0.2262	0.8444	0.3568	0.2409	0.8991	0.3799	0.2382	0.8893	0.3758	0.2302	0.8595	0.3632	0.0527	0.5057	0.0954	0.0590	0.5662	0.1068	0.0558	0.5364	0.1012	0.0527	0.5061	0.0955	0.0356	0.4844	0.0664	0.0423	0.5751	0.0788	0.0456	0.6203	0.0850	0.0416	0.5656	0.0775	0.2058	0.7569	0.3237	0.2249	0.8270	0.3536	0.2157	0.7933	0.3392	0.2061	0.7579	0.3241	0.0091	0.3717	0.0179	0.0123	0.4977	0.0239	0.0108	0.4402	0.0212	0.0092	0.3753	0.0180	0.0414	0.5199	0.0767	0.0438	0.5498	0.0811	0.0460	0.5774	0.0851	0.0446	0.5608	0.0827	0.0596	0.6482	0.1092	0.0646	0.7024	0.1184	0.0686	0.7452	0.1256	0.0656	0.7133	0.1202	0.0945	0.5127	0.1595	0.0948	0.5145	0.1601	0.0947	0.5139	0.1599	0.0945	0.5130	0.1596	0.0991	0.3269	0.1521	0.1625	0.5362	0.2495	0.1321	0.4357	0.2027	0.0993	0.3277	0.1524	0.1790	0.6439	0.2801	0.1966	0.7073	0.3077	0.1913	0.6883	0.2994	0.1815	0.6531	0.2841
0.1064	4.9990	2871	0.2292	0.7832	0.7182	0.7493	0.8666	0.7946	0.8290	0.8385	0.7689	0.8022	0.7942	0.7283	0.7598	0.1953	0.8792	0.3196	0.2029	0.9133	0.3320	0.1992	0.8966	0.3259	0.1954	0.8795	0.3197	0.2099	0.7143	0.3244	0.2219	0.7554	0.3431	0.2177	0.7409	0.3365	0.2111	0.7185	0.3263	0.1502	0.4810	0.2289	0.2197	0.7036	0.3349	0.1870	0.5989	0.2850	0.1507	0.4825	0.2297	0.1464	0.6671	0.2402	0.1560	0.7109	0.2559	0.1624	0.7399	0.2664	0.1567	0.7140	0.2570	0.1068	0.6841	0.1848	0.1213	0.7768	0.2098	0.1172	0.7508	0.2028	0.1096	0.7021	0.1897	0.2108	0.7117	0.3253	0.2584	0.8725	0.3987	0.2376	0.8022	0.3666	0.2122	0.7166	0.3275	0.0380	0.4804	0.0704	0.0397	0.5025	0.0736	0.0489	0.6183	0.0906	0.0468	0.5915	0.0867	0.2716	0.8125	0.4071	0.2729	0.8166	0.4091	0.2752	0.8232	0.4124	0.2743	0.8205	0.4111	0.2409	0.8395	0.3743	0.2578	0.8985	0.4006	0.2519	0.8781	0.3915	0.2433	0.8480	0.3781	0.0944	0.7344	0.1673	0.1069	0.8321	0.1895	0.1016	0.7905	0.1801	0.0950	0.7394	0.1684	0.1371	0.7830	0.2334	0.1551	0.8859	0.2640	0.1467	0.8375	0.2496	0.1375	0.7851	0.2340	0	0	0	0	0.0600	0.7515	0.1112	0.0609	0.7629	0.1129	0.0621	0.7778	0.1151	0.0616	0.7711	0.1141	0.2577	0.9146	0.4021	0.2640	0.9368	0.4119	0.2634	0.9347	0.4109	0.2593	0.9201	0.4045	0.2778	0.8979	0.4243	0.2821	0.9117	0.4308	0.2814	0.9094	0.4298	0.2791	0.9022	0.4264	0.0044	0.2685	0.0086	0.0064	0.3891	0.0125	0.0092	0.5633	0.0181	0.0071	0.4359	0.0140	0.1975	0.5422	0.2895	0.2679	0.7356	0.3928	0.2347	0.6445	0.3441	0.1987	0.5456	0.2913	0.2559	0.9003	0.3986	0.2628	0.9244	0.4092	0.2617	0.9207	0.4076	0.2581	0.9080	0.4020	0.2230	0.7697	0.3458	0.2630	0.9078	0.4079	0.2456	0.8477	0.3808	0.2244	0.7745	0.3479	0.2817	0.9068	0.4298	0.2873	0.9249	0.4384	0.2870	0.9240	0.4380	0.2837	0.9134	0.4329	0.1874	0.6395	0.2899	0.2057	0.7019	0.3182	0.1992	0.6797	0.3081	0.1897	0.6471	0.2933	0.1467	0.8281	0.2493	0.1478	0.8342	0.2511	0.1474	0.8320	0.2505	0.1469	0.8289	0.2495	0.1862	0.7682	0.2998	0.2200	0.9075	0.3542	0.2034	0.8390	0.3274	0.1864	0.7689	0.3001	0.1698	0.8688	0.2841	0.1711	0.8754	0.2863	0.1746	0.8932	0.2921	0.1738	0.8894	0.2908	0.2391	0.8352	0.3718	0.2565	0.8959	0.3988	0.2532	0.8846	0.3937	0.2435	0.8506	0.3786	0.0574	0.4781	0.1025	0.0655	0.5458	0.1170	0.0615	0.5123	0.1098	0.0574	0.4784	0.1026	0.0382	0.4774	0.0708	0.0446	0.5571	0.0826	0.0494	0.6165	0.0914	0.0453	0.5662	0.0840	0.2230	0.7620	0.3450	0.2419	0.8268	0.3743	0.2328	0.7956	0.3602	0.2233	0.7630	0.3455	0.0094	0.3389	0.0184	0.0128	0.4593	0.0249	0.0113	0.4049	0.0219	0.0096	0.3434	0.0186	0.0469	0.5006	0.0857	0.0492	0.5258	0.0900	0.0542	0.5784	0.0990	0.0525	0.5605	0.0960	0.0655	0.6629	0.1193	0.0701	0.7091	0.1276	0.0742	0.7502	0.1350	0.0714	0.7223	0.1300	0.1192	0.4760	0.1907	0.1199	0.4790	0.1918	0.1196	0.4778	0.1914	0.1193	0.4763	0.1908	0.1259	0.3448	0.1844	0.1966	0.5384	0.2880	0.1629	0.4461	0.2386	0.1263	0.3458	0.1850	0.1987	0.6533	0.3047	0.2166	0.7120	0.3321	0.2120	0.6969	0.3251	0.2020	0.6640	0.3097
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0.0892	6.9997	4020	0.2394	0.7768	0.7250	0.7500	0.8595	0.8022	0.8299	0.8313	0.7759	0.8026	0.7876	0.7351	0.7605	0.1851	0.8715	0.3054	0.1925	0.9060	0.3175	0.1889	0.8891	0.3116	0.1852	0.8718	0.3055	0.1985	0.7091	0.3102	0.2101	0.7503	0.3283	0.2059	0.7353	0.3217	0.1996	0.7127	0.3118	0.1422	0.4768	0.2191	0.2074	0.6951	0.3194	0.1765	0.5917	0.2719	0.1427	0.4783	0.2198	0.1392	0.6751	0.2308	0.1486	0.7208	0.2464	0.1545	0.7496	0.2563	0.1490	0.7230	0.2471	0.1003	0.7056	0.1756	0.1139	0.8019	0.1995	0.1094	0.7697	0.1915	0.1022	0.7191	0.1789	0.1997	0.7150	0.3122	0.2456	0.8795	0.3840	0.2251	0.8058	0.3518	0.2008	0.7191	0.3140	0.0344	0.5233	0.0645	0.0358	0.5458	0.0673	0.0428	0.6518	0.0803	0.0415	0.6312	0.0778	0.2560	0.8298	0.3913	0.2574	0.8343	0.3934	0.2596	0.8416	0.3968	0.2587	0.8386	0.3954	0.2293	0.8473	0.3609	0.2447	0.9043	0.3852	0.2393	0.8842	0.3766	0.2314	0.8552	0.3643	0.0891	0.7516	0.1594	0.1005	0.8473	0.1797	0.0956	0.8059	0.1709	0.0897	0.7561	0.1603	0.1301	0.7942	0.2236	0.1471	0.8979	0.2527	0.1388	0.8476	0.2386	0.1303	0.7952	0.2238	0.0	0.0	0.0	0.0	0.0566	0.7389	0.1051	0.0575	0.7504	0.1068	0.0586	0.7646	0.1088	0.0580	0.7578	0.1078	0.2457	0.9160	0.3874	0.2515	0.9379	0.3967	0.2511	0.9364	0.3961	0.2474	0.9223	0.3901	0.2649	0.8971	0.4090	0.2689	0.9108	0.4152	0.2684	0.9091	0.4145	0.2662	0.9018	0.4111	0.0056	0.3453	0.0110	0.0068	0.4198	0.0133	0.0100	0.6168	0.0196	0.0088	0.5444	0.0173	0.1864	0.5514	0.2786	0.2516	0.7441	0.3760	0.2208	0.6530	0.3300	0.1877	0.5552	0.2805	0.2421	0.9151	0.3829	0.2483	0.9385	0.3927	0.2472	0.9342	0.3909	0.2441	0.9224	0.3860	0.2128	0.7701	0.3335	0.2511	0.9089	0.3935	0.2348	0.8498	0.3680	0.2144	0.7757	0.3359	0.2668	0.9027	0.4119	0.2726	0.9224	0.4209	0.2724	0.9215	0.4205	0.2689	0.9098	0.4151	0.1738	0.6580	0.2750	0.1912	0.7240	0.3025	0.1848	0.6996	0.2923	0.1758	0.6656	0.2781	0.1388	0.8286	0.2377	0.1398	0.8350	0.2395	0.1394	0.8327	0.2389	0.1389	0.8295	0.2379	0.1773	0.7711	0.2884	0.2092	0.9096	0.3402	0.1936	0.8419	0.3148	0.1777	0.7725	0.2889	0.1606	0.8727	0.2713	0.1618	0.8791	0.2732	0.1652	0.8978	0.2791	0.1645	0.8937	0.2778	0.2285	0.8394	0.3592	0.2446	0.8987	0.3845	0.2416	0.8877	0.3798	0.2326	0.8548	0.3657	0.0522	0.5029	0.0945	0.0599	0.5772	0.1085	0.0561	0.5405	0.1016	0.0522	0.5033	0.0946	0.0336	0.5007	0.0629	0.0386	0.5762	0.0724	0.0427	0.6369	0.0801	0.0396	0.5912	0.0743	0.2111	0.7641	0.3308	0.2305	0.8343	0.3612	0.2212	0.8006	0.3466	0.2114	0.7651	0.3313	0.0087	0.3813	0.0170	0.0115	0.5030	0.0224	0.0103	0.4513	0.0201	0.0089	0.3884	0.0173	0.0452	0.5101	0.0830	0.0476	0.5376	0.0875	0.0525	0.5930	0.0965	0.0508	0.5735	0.0933	0.0600	0.6552	0.1099	0.0644	0.7029	0.1179	0.0685	0.7483	0.1256	0.0660	0.7202	0.1209	0.1063	0.4957	0.1750	0.1068	0.4981	0.1758	0.1066	0.4972	0.1756	0.1063	0.4960	0.1751	0.1141	0.3335	0.1700	0.1819	0.5318	0.2710	0.1494	0.4370	0.2227	0.1144	0.3345	0.1705	0.1873	0.6505	0.2908	0.2044	0.7100	0.3175	0.1999	0.6942	0.3104	0.1902	0.6607	0.2954
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Framework versions

Transformers 4.40.2
Pytorch 2.3.1+cu121
Datasets 2.20.0
Tokenizers 0.19.1

nttaii
/

bert-base-multilingual-cased-iob2-20240815215942

bert-base-multilingual-cased-iob2-20240815215942

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Model tree for nttaii/bert-base-multilingual-cased-iob2-20240815215942

Evaluation results